Field of the invention
[0001] The invention relates to watermark detection. More particularly the invention relates
to a method for detecting a watermark embedded in a video comprising blocks of samples
representative of said video.
Back ground of the invention
[0002] This section is intended to introduce the reader to various aspects of art, which
may be related to various aspects of the present invention that are described and/or
claimed below. This discussion is believed to be helpful in providing the reader with
background information to facilitate a better understanding of the various aspects
of the present invention. Accordingly, it should be understood that these statements
are to be read in this light, and not as admissions of prior art.
[0003] Among many alternative copyrights managements systems, watermarking techniques hide
binary information, called payload, into multimedia content in a robust and imperceptible
manner. The embedded information can be used during forensics analysis to identify
the source of an illegal copy. However when the watermarked video is camcorded, the
watermark payload may be difficult to retrieve because of the impairments due to the
capture. In particular, the video may undergo a luminance transform. Unfortunately,
this transform will vary along time because of the automatic gain transform of the
camcorder. It may also vary spatially because of non homogeneities of the display
and the camcorder.
[0004] Figure 1 illustrates prior art methods for detecting a watermark embedded in a video. A current
frame 100 in a pirated watermarked video is processed for detecting the value X of
the watermark carried by watermarked block 102. The pirated video is compared to the
original master video to which the embedding watermark process is applied. A value
computed on the watermarked block 103 in the original master video is compared to
a value computed on the watermarked block 102 in the pirated video. In a variant,
such value is the luminance computed for each sample of the block in the pixel domain
representation of a video. Or in another variant, such value is the average luminance
computed for the plurality of samples of the block in the pixel domain representation
of a video Thus, in the variant of the average luminance, from the comparison between
the average luminance of watermarked block 102 in the pirated video and the average
luminance of the original block 103 in the master video. The value X of the watermark
is determined as being equal to a '0', for instance corresponding to no luminance
modification of the original block 103 in the master video or the value X of the watermark
is determined as being equal to a '1' corresponding to a luminance modification of
the original block 103 in the master video.
[0005] The detection method mentioned above will hence be inefficient when the video undergo
a luminance transform. And more generally, depending on the value computed on the
video, the method is sensitive to video transform. Besides the detection method mentioned
above requires temporal registration and spatial registration between the pirated
video and the master video in order to align frames 101 from master video and frames
100 of pirated video.
[0006] Thus known methods for watermark detection raise the issue of the robustness of the
detection in view of luminance modifications or any video transform between master
and pirated video.
[0007] A method for detecting a watermark embedded in a video resistant to video transform
is therefore needed.
Summary of the invention
[0008] The purpose of the invention is to overcome at least one of the disadvantages of
prior art by proposing a method for detecting watermark robust to luminance variation.
The idea of the invention is to compare the watermarked block to potential reference
blocks in the same video rather than to the original value of the block in a master
video. Thus, the potential reference blocks and the watermarked blocks, belonging
to the same pirated video, undergoes the same luminance transform making the detection
more robust. Besides, the method is efficient since it does not require temporal nor
spatial registration between videos.
[0009] To this end, the invention relates to a method for decoding a watermark embedded
in a video comprising blocks of samples representative of the video comprising the
steps of determining, in the video, a location of a watermarked block; determining
a location for each reference block among a plurality of reference blocks wherein
a reference block is associated to a watermark value among a plurality of watermark
values; comparing the watermarked block with each reference block; and identifying
watermark value for the watermarked block from the results of the plurality of comparison.
The method is remarkable in that each reference block is equally located in the video,
for instance the pirated video, the plurality of comparisons between the watermarked
block and each reference block being thus performed among the same video. The invention
presents a new efficient watermark detection method. The invention is advantageously
well adapted to luminance variation along the time.
[0010] In a first preferred embodiment, the step of comparing in the video the watermarked
block with each reference block comprises computing an Euclidian distance between
the samples of the watermarked block and the samples of each reference block. In the
first preferred embodiment, the step of identifying watermark value comprises selecting
the watermark value associated to the reference block for which the Euclidian distance
between the watermarked block and the reference block is the smallest. Such characteristic
of the invention, proposes a comparison easy to compute.
[0011] In a second preferred embodiment, the step of comparing in the video the watermarked
block with each reference block comprises computing the correlation between the samples
of the watermarked block and the samples of each reference block. In the second preferred
embodiment, the step of identifying watermark value comprises selecting the watermark
value associated to the reference block for which the correlation between the watermarked
block and the reference block is the highest. Such characteristic of the invention,
proposes a comparison more complex to compute, which give more accurate comparison
result since the correlation operation corresponds to operation used in known compression
standards.
[0012] According to a particularly advantageous characteristic of the invention, the samples
representative of the video are chosen among luminance, chrominance, any combination
of luminance and chrominance, frequency coefficient, statistical moment. According
to another advantageous characteristic of the invention, the value of the watermarked
block is determined during a watermark embedding process modifying a block of samples
representative of a master video corresponding to the pirated watermarked video, wherein
the blocks of samples representative of the pirated video and of the master video
belongs to a compressed bit stream. In a variant, the embedding process modifies the
motion vectors known in the bit stream compression algorithms resulting in a difference,
for instance of the luminance, between the watermarked block and the block reconstructed,
by the decompression algorithm, from the reference block. Advantageously, modifying
a motion vector in the compressed domain representation instead of an average luminance
of a block in a pixel-domain representation, allows comparing the watermarked block
to reference blocks in the same pirated video.
[0013] The detection is advantageously compatible with watermark embedding performed on
H264 video stream, according to the method described in the patent application
WO 2008/154041 from the same applicant. In this method, the watermark is inserted by changing the
motion vector (MV) of some blocks of inter predicted images. The selection of alternative
motion vectors is done so that the average luminance of the reconstructed block is
different when a '0' or when a '1' is embedded. According to the detection method
described in
WO 2008/154041, the average luminance of the blocks in the pirated video is compared to the average
luminance of the blocks corresponding to watermark bit '0' and '1'. The best prediction
value gives the embedded bit.
[0014] According to another particularly advantageous characteristic of the invention, the
location of a watermarked block and of reference blocks is determined from metadata
computed during the watermark embedding process. In a variant, the location of reference
blocks is determined from an analysis of the video. In another variant, the location
of a watermarked block comprises a frame identifier and a block identifier for the
pixel-domain representation of the video. In another variant, the location of reference
blocks comprises a frame identifier and optionally a block identifier for the pixel-domain
representation of the video The detection is advantageously compatible with watermark
embedding performed in
WO/118145 wherein metadata is generated for the embedding step.
Brief description of the drawings
[0015] Other characteristics and advantages of the invention will appear through the description
of a non-limiting embodiment of the invention, which will be illustrated, with the
help of the enclosed drawings.
- Figure 1 illustrates a prior art method for detecting watermark in a video,
- Figure 2 illustrates the method for detecting watermark in a video according to a particular
embodiment, and
- Figure 3 represents the method of watermark detection according to a particular embodiment.
[0016] In the figures, the represented blocks are purely functional entities, which do not
necessarily correspond to physically separate entities. These functional entities
may be implemented as hardware, software, or a combination of software and hardware;
furthermore, they may be implemented in one or more integrated circuits.
Detailed description of preferred embodiments
[0017] Figure 2 illustrates the method for detecting watermark in a video according to a particular
embodiment. Since, the invention relies on comparing the watermarked block and reference
block in the same video, in the following sections of the description, the video should
be understood as the watermarked pirated video to which the detection method is applied.
According to the described embodiment, the blocks of samples are selected in the pixel
domain representation of the video. Compression standards, from MPEG1 to the latest
development of MPEG4, comprise a prediction, either spatial or temporal depending
on the compression standard, of blocks from reference blocks. The residual is known
as the difference between the original block and the predicted or reconstructed block.
[0018] A watermark location 202 is determined in a frame 200 of the video. Watermark locations
are determined at the watermark embedding process. The block X located at such watermark
location 202 is supposed to carry a payload bit, called P. In a variant where the
payload is binary coded represented in figure 2, the payload bit is selected among
the watermark values '0' and '1'. Two potential reference blocks A and B, respectively
corresponding to payload bit '0' and payload bit '1' are also determined in a frame
201 of the video. Reference blocks are determined by the compression algorithm and
the watermarking data. The determination of the potential reference blocks is adapted
to the watermark embedding method and is further described according to different
embodiments. Naturally the invention is not limited to binary code, but is compatible
with q-ary code resulting in q potential reference blocks. The candidate block X is
respectively compared to potential reference block A, and to potential reference block
B. The computation of the comparison between candidate block X and reference blocks
is adapted to the watermark embedding method and is further described according to
different embodiments. From the results of the comparison, either reference block
A or reference block B is determined as being the best prediction. When block A is
determined as being the best prediction of block X, the decoded bit is assessed to
be '0'. When block B is determined as being the best prediction of block X, the decoded
bit is assessed to be '1'. Since candidate block X and reference blocks A B belong
to frames of the same video, they undergo same luminance transform. Besides the frames,
which the different blocks belongs to, are relatively close one from each others,
thus the time drifting of the luminance transform is not sensitive.
[0019] According to a first preferred embodiment, a watermark location 202 is selected among
Inter predicted frames 200. The block X on the Inter predicted frame 200 is constructed
by motion compensation. Thus the block X°, corresponding to a block X watermarked
with payload bit '0', is used:

with A being the reference block in the reference frame 201, and R being the residual
block. The residual block is the difference between the original blocks and the predicted
(or reconstructed) block. If motion compensation is efficient, R should have low energy.
[0020] When X is watermarked with payload bit '1', the motion vector used for motion compensation
is different, thus the reference block B is used instead, hence :

[0021] The idea of the method according to a preferred embodiment of the invention is to
check whether the best prediction for candidate block X correspond to reference block
A or to the reference block B. The energy of the difference between the watermarked
block and both possible reference blocks is therefore computed:

[0022] When X has payload bit '0' corresponding to original motion vector 204, then:

[0023] When X has payload bit '1' corresponding to alternative motion vector 206, then instead:

[0024] Thus a reference block B which is different enough from a reference block A and an
efficient the motion compensation result in :

[0025] Hence, comparison between E
A and E
B determines the payload bit: if
EA < EB a payload bit '0' for block X is decoded, if
EA >
EB a payload bit '1' for block X is decoded.
[0026] The correspondence between the payload bit (either '0' or '1') and the motion vector
(either not modified or modified) is a convention which can change. This change possibly
occurs for different bit of the whole payload embedded through the video. This information
is possibly carried by metadata.
[0027] According to a variant embodiment, the correlation is used instead of Euclidean distance.
The correlation with reference block A and reference block B is computed:

[0028] The correlation is either computed for each sample or pixel of the block, or for
the average value of the samples or pixels of the block. In this variant, the decoded
bit is given by the highest correlation value.
[0029] According to another variant embodiment, a comparison between
X - A and
X - B relatively to the expected residual R is computed. For instance, the value D
A and D
B are computed:

[0030] In this variant, the decoded bit is given by the highest value.
[0031] It will thus be appreciated that the present invention provides a method for detecting
watermark robust to unknown luminance transform on a pirated video. The invention
also advantageously allows watermark detection without a preliminary step of luminance
registration.
[0032] Figure 3 represents the method of watermark detection according to a particular embodiment.
In a first step E1, a watermarked block location is determined. The location of a
watermarked block for instance comprises a frame identifier and a block identifier
in the video. Advantageously, some metadata is generated at the embedding step of
the watermark for decoding purpose. Thus metadata comprises data among which a frame
identifier for watermarked blocks, a frame identifier for reference blocks, a block
identifier in the frame for watermarked blocks in the pixel-domain representation
of the video, a watermarked value, and associated motion vectors. Thus in a variant
the location of a watermarked block is determined from the frame identifier and block
identifier for the watermarked blocks, computed during the watermark embedding process
and carried in the metadata of the video.
[0033] In a second step E2, reference blocks location are determined in the same video.
As for watermarked blocks, the location of reference blocks is computed from the metadata
generated at the embedding step of the watermark. Thus in a variant the location of
reference block is determined from a frame identifier for the reference blocks and
from motion vectors for the watermarked block, computed during the watermark embedding
process and carried in the metadata of the video. In second variant, the location
of a watermarked block is determined from an analysis of the video
[0034] In a third step E3, a comparison is carried out between reference blocks and the
candidate watermarked block. The comparison comprises the computation of a Euclidian
distance, a correlation, or a ratio respectively to the expected residual as previously
detailed.
[0035] In a fourth step E4, the watermark value is identified from the results of the comparison
as previously detailed.
[0036] The steps E1 to E4 are iterated for each candidate blocks X of the video. Steps E1
and E2 are performed in parallel or sequentially, in any order.
[0037] Each feature or variant disclosed in the description, in the claims or in the drawings
may be provided independently or in any appropriate combination.
[0038] Naturally, the invention is not limited to the embodiments previously described.
[0039] In particular, the invention is compatible with any embedding process, even if metadata
is not generated. The invention is compatible with q-ary watermark alphabet. The invention
not limited to the 3 embodiments of comparison computation.
1. Method for decoding a watermark embedded in a video comprising blocks of samples representative
of said video, comprising the steps of:
- determining, in said video, a location of a watermarked block;
- determining a location for each reference block among a plurality of reference blocks
wherein a reference block is associated to a watermark value among a plurality of
watermark values;
- comparing said watermarked block with said each reference block;
- identifying watermark value for said watermarked block from the results of the plurality
of comparisons;
characterized in that each reference block is equally located in said video, the plurality of comparisons
being performed between said watermarked block of said video and said each reference
block of said video.
2. Method according to claim 1 characterized in that the step of comparing in said video said watermarked block with said each reference
block comprises computing an Euclidian distance between the samples of said watermarked
block and the samples of said each reference block.
3. Method according to claim 1 characterized in that the step of comparing in said video the watermarked block with said each reference
block comprises computing the correlation between the samples of said watermarked
block and the samples of said each reference block.
4. Method according to claim 2 characterized in that the step of identifying watermark value comprises selecting the watermark value associated
to the reference block for which the Euclidian distance between said watermarked block
and the reference block is the smallest.
5. Method according to claim 3 characterized in that the step of identifying watermark value comprises selecting the watermark value associated
to the reference block for which the correlation between said watermarked block and
the reference block is the highest.
6. Method according to any of claims 1 to 5 characterized in that the samples representative of said video are chosen among luminance, chrominance,
any combination of luminance and chrominance, frequency coefficient, statistical moment.
7. Method according to any of claims 1 to 6 characterized in that the value of said watermarked block is determined during a watermark embedding process
modifying a block of samples representative of a master video corresponding to said
video, wherein said blocks of samples representative of said video and of said master
video belongs to a compressed bit stream.
8. Method according to any of claims 1 to 7 characterized in that the location of said watermarked block and of reference blocks is determined from
metadata computed during a watermark embedding process.
9. Method according to any of claims 1 to 7 characterized in that the location of reference blocks is determined from an analysis of said video.
10. Method according to any of claims 1 to 9 characterized in that the step of determining the location of said watermarked block and of reference blocks
comprises determining a frame identifier and a block identifier for a pixel-domain
representation.